GenAI / ML / Data Engineering–focused engineer passionate about production ML systems, automation, and reliability.
🎓 Final-year B.CompSci (Data Analytics) @ Sheridan College · 📍 Oakville, ON
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Architect Scalable ML & Data Platforms
Design high-volume data ingestion pipelines, lakehouse architectures, and validation workflows for RAG agents, NLP systems, and ML workloads using Spark, Delta Lake, and Databricks. -
Productionize ML with MLOps & CI/CD
Operationalize end-to-end ML lifecycles with MLflow, Databricks workflows, GitHub Actions, and Airflow, enabling reproducible training, automated evaluation, and governed model serving. -
Build ML-Integrated APIs & Applications
Develop and deploy ML-powered APIs, webhooks, and full-stack applications using Docker, Kubernetes (k3s), Azure, and GCP. -
Infrastructure, Observability & Reliability
Manage cloud infrastructure with Terraform (IaC) and maintain 99.9% uptime using deep observability stacks including Prometheus, Grafana, and Tempo.
AI-powered applicant tracking and evaluation system using autonomous agents and retrieval-augmented generation.
- Tech: Next.js, TypeScript, LangChain, Llama 3, Azure, MongoDB
- Automated resume parsing, candidate scoring, and RAG-based evaluations
- Implemented autonomous research agents to verify candidate claims via GitHub and portfolio analysis
- 👉 View Project
Production-grade analytics and ML platform built on the Databricks Lakehouse architecture.
- Tech: Databricks, Spark, Delta Lake, MLflow, Unity Catalog, Power BI
- Implemented Medallion Architecture with optimized clustering for large-scale analytics
- Operationalized predictive models with governed training, tracking, and deployment
- 👉 View Project
Real-time computer vision mobile application analyzing cricket shot mechanics.
- Tech: YOLOv8, Flutter, Google Cloud Run
- Deployed serverless inference pipelines for low-latency, scalable usage
- Award-winning capstone project recognized for real-world impact
Languages: Python, SQL, JavaScript, TypeScript
ML & Data: Spark, Databricks, MLflow, Delta Lake, LangChain, RAG
Cloud & DevOps: Docker, Kubernetes, Terraform, GitHub Actions, Airflow
Observability: Prometheus, Grafana, Tempo
BI & Apps: Power BI, Streamlit, Next.js
- 🌐 Website: https://ferasmahmood.com
- 💼 LinkedIn: https://www.linkedin.com/in/feras-mahmood/